A short reader guide.

Nyalai is an Artificial Institutional Intelligence for institutional finance validation. Not an AI agent, an organization composed of specialized agents governed by a Constitution, a doctrine, an institutional memory, and mechanisms of contradiction and controlled evolution. The first application is a calibration framework for probabilistic prediction systems in quantitative finance, rendering binary verdicts (CALIBRATED or NOT-CALIBRATED) on trading strategies, ensemble portfolios, and predictive models submitted for adversarial validation. Verdicts are external, adversarial, and public by default.

Nyalai's methodology is published in full under Creative Commons Zero (CC0-1.0) as the Refusal Doctrine. Anyone may inspect, contest, adopt, or extend the methodology. What Nyalai sells is the discipline of applying the method rigorously and publishing the results, including its own failures.

CALIBRATED: the strategy passed all five gates of the Refusal Doctrine (statistical fragility, cross-regime robustness, guided-search safety, probabilistic calibration, bootstrap confidence). It is a statement that, as of the date of the verdict, the strategy has survived a documented adversarial process. It is not a guarantee of future returns.

NOT-CALIBRATED: the strategy failed at least one of the five gates. The verdict-form documents precisely which gate failed, the empirical evidence, and the diagnostic. A NOT-CALIBRATED verdict is a load-bearing outcome, not a rejection ; the diagnostic is the value the submitter receives.

Depends on gate complexity, data volume, and submitter responsiveness. Typical range: three to eight weeks from submission to published verdict-form. The evaluation window is fixed at submission. Nyalai does not extend the observation window to accommodate a favorable result.

Two channels are supported.

Strategy submitters (quantitative research teams, portfolio managers, systematic trading operations) submit their own strategy for adversarial validation. The verdict-form and its full audit trail are published on nyalai.com/verdicts.

Institutional allocators commission a verdict on a manager they are evaluating or currently allocating to. See /submit for both paths.

Nyalai operates on a per-verdict basis. Fee scales with submission complexity (data volume, model architecture, evaluation window, gate coverage). Fee is agreed in writing before validation begins and is independent of the verdict outcome ; a NOT-CALIBRATED verdict costs the same as a CALIBRATED one. Detailed pricing on request via contact@nyalai.com.

Three reasons. First, a validation methodology that cannot be inspected cannot be trusted ; if Nyalai refused to explain the method, the verdicts would be indistinguishable from opinion. Second, the state of the industry benefits from open methodology ; if competitors adopt Nyalai's gates and improve them, allocators end up with better strategies deployed. Third, openness is a form of discipline ; publishing the method commits Nyalai to defending it in public, and any gate that is wrong will be caught by the readership.

Nyalai's commercial position does not depend on secrecy about the method. What Nyalai sells is the discipline of applying the method rigorously and publishing the results, including its own failures such as the first verdict-form on Synapse v0.3 (NOT-CALIBRATED across all five gates).

Yes. Per Doctrine §11.4 Contestation, the submitter has thirty days from verdict publication to file a substantive objection. The objection is reviewed by a structurally distinct second validator who did not contribute to the original verdict. The outcome is published as a signed public addendum to the original verdict-form.

External arbitration by a roster of qualified adversarial validators outside the Nyalai institution is available as an escape valve (currently aspirational per §11.1 anti-consolidation, awaiting the emergence of at least one independent adversarial validator institution operating in parallel to Nyalai on comparable methodology).

The primary tier of Nyalai's two-tier archival stack per Doctrine §12.9 obligation (b). archive.nyalai.com serves dated snapshots of the canonical pages (doctrine, verdict-forms, methodology, governance) at the moment of each version bump. Each snapshot carries a MANIFEST.json with SHA256 hashes for independent verification by any external auditor.

A silent secondary tier of off-domain preservation mechanisms is documented internally for post-Nyalai durability. The secondary tier is not surfaced from this page or from any other reader-facing Nyalai surface, to protect the reader experience from third-party chrome that off-domain preservation providers inject on their own pages.

Per Doctrine §6.6 Non-manipulative Extension, a pre-blinding step strips submitter identity, relational metadata, and prior-conflict fields from the package before it reaches the validator instance. The strip list is enumerated on the methodology page and is a floor rather than a ceiling ; identity leaks embedded in preserved fields are caught by a scan step.

Every published verdict-form carries an Attestation panel documenting the protocol's completion : pre-blinded package SHA256 hash, exposure events (including the null case), recusal-second-validator identity where applicable, and the timestamp of the pre-blinding step evidencing that the step completed before gate execution began. The full protocol will be published at /methodology/relational-blinding at the v0.3.4 seal.

Institutional inquiries : contact@nyalai.com. The following subject-line prefixes are accepted and route to the appropriate response cadence : governance question, verdict submission, verdict commission, external arbitration, methodology question, general inquiry.

For questions about a specific verdict-form, please reference the verdict identifier (for example, VF-001 or R-01) in the subject line.